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Prompt Optimization on Geometric Shapes

63.3AccuracyTRAS
51.65254.67657.760.724Jul 14, 2025

Evaluation results

MethodLinks
TRASLLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=3, K=62025.0763.30.0042.644
Baseline + TRLLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=32025.0761.60.0351.399
Baseline + MCSALLM=GPT-3.5-turbo, Seeds=5, Iterations=15, Warmup steps (τwarmup)=3, K=62025.0757.80.0321.439
BaselineLLM=GPT-3.5-turbo, Seeds=5, Iterations=152025.0752.1——